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Knowlege

Data science

Gradient descent
Decision tree
L2 (Ridge regularisation)
Metrics
Ranking task
NLP
DL mechanisms
- Recurrent

Math

Intorduction
Geometry
- Triangle
- Cone
Trigonometry
- Identities
MatStat
Latex

Algorithms

Intro
Complexity
Trees
Dynamic programming
Quick sort
Specific tasks
- Emergency task
- Sinling islands

Docker

Overview
Containers
Images
- Build image
  - Build context
  - Ignore files
- Dockerfile directives
  - Execute with start
Volumes
Networks
Acesss to containers
Compose
- Up/down
- Service configuration

Git

Overview
File statuses
- Commit
- Remove from staging
Difference
Checkout
Branches
- Merge
- Remotes
Log
Previous commit ~
How git ignore works
Stash
Configuration
- Variables

SQL

Intro
Select
Operating tables
- Tables properties
Data types
- Date and time
  - Date components (DATE_PART)
  - Add period
- JSON
Load/Modify
Versions issues
Python interaction

Layout

Terminology
HTML
- Other
- Text format
- Tables
- List tags
- SVG
  - Text
  - Path
CSS
Forms

Linux

Intro
Bash
Manage input/output
Filesystem
- Files and directories
- Archiving
Variables
System information
Backup
Network
- Curl
- SSH
- Netcat (nc)
- VPN
Users & groups
- Users manipulations
Package management
Path
Cron
GnuPG

Other

Python with apache
Kubernetes
Redis
- Zset
Nginx
Gitlab
Ansible
Java script
Go templates

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By Fedor Kobak

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